| Title | Input | |
|---|---|---|
| 0 | Type | City |
| 1 | Search | chicago |
| 2 | Place of Interests | restaurant,starbucks,mcdonalds,portillo's |
| 0 | 1 | 2 | 3 | |
|---|---|---|---|---|
| 0 | Model: | OLS | Adj. R-squared: | 0.820 |
| 1 | Dependent Variable: | rent | AIC: | -60.3735 |
| 2 | Date: | 2020-01-20 23:14 | BIC: | -34.7597 |
| 3 | No. Observations: | 53 | Log-Likelihood: | 43.187 |
| 4 | Df Model: | 12 | F-statistic: | 20.69 |
| 5 | Df Residuals: | 40 | Prob (F-statistic): | 1.83e-13 |
| 6 | R-squared: | 0.861 | Scale: | 0.015205 |
| Coef. | Std.Err. | t | P>|t| | [0.025 | 0.975] | |
|---|---|---|---|---|---|---|
| intercept | 1.420817 | 1.075395e+00 | 1.321204 | 0.193941 | -7.526377e-01 | 3.594271 |
| population | 0.000003 | 9.468642e-07 | 2.701136 | 0.010085 | 6.439249e-07 | 0.000004 |
| density | -0.000004 | 3.211351e-06 | -1.350268 | 0.184521 | -1.082657e-05 | 0.000002 |
| violent crime | -0.074230 | 3.253894e-02 | -2.281281 | 0.027931 | -1.399941e-01 | -0.008467 |
| property crime | 0.062844 | 3.108772e-02 | 2.021499 | 0.049954 | 1.315885e-05 | 0.125674 |
| MCDONALDS_count | -0.016400 | 1.247902e-02 | -1.314222 | 0.196258 | -4.162124e-02 | 0.008821 |
| PORTILLO'S_count | -0.023782 | 1.185925e-01 | -0.200532 | 0.842080 | -2.634660e-01 | 0.215903 |
| RESTAURANT_count | 0.039667 | 5.288860e-02 | 0.750008 | 0.457639 | -6.722499e-02 | 0.146559 |
| STARBUCKS_count | 0.015232 | 6.074217e-03 | 2.507590 | 0.016316 | 2.955197e-03 | 0.027508 |
| MCDONALDS_mean | -0.000149 | 8.677828e-05 | -1.717976 | 0.093534 | -3.244685e-04 | 0.000026 |
| PORTILLO'S_mean | 0.000003 | 1.779786e-05 | 0.158150 | 0.875134 | -3.315609e-05 | 0.000039 |
| RESTAURANT_mean | 0.000220 | 8.793967e-05 | 2.502662 | 0.016513 | 4.235056e-05 | 0.000398 |
| STARBUCKS_mean | -0.000105 | 1.237690e-04 | -0.845902 | 0.402640 | -3.548429e-04 | 0.000145 |
| 0 | 1 | 2 | 3 | |
|---|---|---|---|---|
| 0 | Model: | OLS | Adj. R-squared: | 0.825 |
| 1 | Dependent Variable: | sales | AIC: | 501.9165 |
| 2 | Date: | 2020-01-20 23:14 | BIC: | 525.6888 |
| 3 | No. Observations: | 46 | Log-Likelihood: | -237.96 |
| 4 | Df Model: | 12 | F-statistic: | 18.64 |
| 5 | Df Residuals: | 33 | Prob (F-statistic): | 2.43e-11 |
| 6 | R-squared: | 0.871 | Scale: | 2540.9 |
| Coef. | Std.Err. | t | P>|t| | [0.025 | 0.975] | |
|---|---|---|---|---|---|---|
| intercept | 272.561124 | 472.750464 | 0.576543 | 0.568160 | -689.256927 | 1234.379175 |
| population | -0.000520 | 0.000433 | -1.201539 | 0.238094 | -0.001400 | 0.000360 |
| density | -0.000066 | 0.001448 | -0.045733 | 0.963799 | -0.003013 | 0.002881 |
| violent crime | -26.739930 | 16.445340 | -1.625988 | 0.113466 | -60.198226 | 6.718366 |
| property crime | 22.219681 | 15.564139 | 1.427620 | 0.162797 | -9.445798 | 53.885160 |
| MCDONALDS_count | 4.012117 | 5.763582 | 0.696115 | 0.491231 | -7.713980 | 15.738213 |
| PORTILLO'S_count | 15.089663 | 48.616248 | 0.310383 | 0.758222 | -83.820838 | 114.000163 |
| RESTAURANT_count | 9.514399 | 22.590215 | 0.421173 | 0.676359 | -36.445740 | 55.474538 |
| STARBUCKS_count | 7.752885 | 2.892835 | 2.680030 | 0.011396 | 1.867367 | 13.638403 |
| MCDONALDS_mean | -0.003967 | 0.043243 | -0.091747 | 0.927454 | -0.091945 | 0.084010 |
| PORTILLO'S_mean | -0.020493 | 0.007513 | -2.727556 | 0.010142 | -0.035779 | -0.005207 |
| RESTAURANT_mean | 0.137786 | 0.039433 | 3.494174 | 0.001377 | 0.057559 | 0.218013 |
| STARBUCKS_mean | -0.038960 | 0.055486 | -0.702160 | 0.487503 | -0.151846 | 0.073926 |
| 0 | 1 | 2 | 3 | |
|---|---|---|---|---|
| 0 | Model: | OLS | Adj. R-squared: | 0.338 |
| 1 | Dependent Variable: | roi | AIC: | 263.5539 |
| 2 | Date: | 2020-01-20 23:14 | BIC: | 287.3262 |
| 3 | No. Observations: | 46 | Log-Likelihood: | -118.78 |
| 4 | Df Model: | 12 | F-statistic: | 2.919 |
| 5 | Df Residuals: | 33 | Prob (F-statistic): | 0.00733 |
| 6 | R-squared: | 0.515 | Scale: | 14.274 |
| Coef. | Std.Err. | t | P>|t| | [0.025 | 0.975] | |
|---|---|---|---|---|---|---|
| intercept | -17.328688 | 35.433938 | -0.489042 | 0.628047 | -89.419577 | 54.762201 |
| population | 0.000014 | 0.000032 | 0.446609 | 0.658075 | -0.000052 | 0.000080 |
| density | -0.000157 | 0.000109 | -1.449019 | 0.156769 | -0.000378 | 0.000064 |
| violent crime | 0.880743 | 1.232623 | 0.714527 | 0.479925 | -1.627048 | 3.388534 |
| property crime | -0.608613 | 1.166575 | -0.521709 | 0.605357 | -2.982027 | 1.764801 |
| MCDONALDS_count | -0.419539 | 0.431996 | -0.971163 | 0.338532 | -1.298442 | 0.459364 |
| PORTILLO'S_count | -2.363167 | 3.643921 | -0.648523 | 0.521134 | -9.776779 | 5.050445 |
| RESTAURANT_count | 0.796495 | 1.693198 | 0.470408 | 0.641158 | -2.648343 | 4.241333 |
| STARBUCKS_count | 0.147049 | 0.216826 | 0.678190 | 0.502379 | -0.294086 | 0.588185 |
| MCDONALDS_mean | -0.001632 | 0.003241 | -0.503653 | 0.617851 | -0.008227 | 0.004962 |
| PORTILLO'S_mean | 0.000896 | 0.000563 | 1.590908 | 0.121166 | -0.000250 | 0.002042 |
| RESTAURANT_mean | -0.005533 | 0.002956 | -1.872148 | 0.070071 | -0.011547 | 0.000480 |
| STARBUCKS_mean | 0.002128 | 0.004159 | 0.511625 | 0.612320 | -0.006333 | 0.010589 |